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The salience network is responsible for switching between the default mode network and the central executive network: Replication from DCM
Open accessAbstract
With the advent of new analysis methods in neuroimaging that involve independent component analysis (ICA) and dynamic causal modelling (DCM), investigations have focused on measuring both the activity and connectivity of specific brain networks. In this study we combined DCM with spatial ICA to investigate network switching in the brain. Using time courses determined by ICA in our dynamic causal models, we focused on the dynamics of switching between the default mode network (DMN), the network which is active when the brain is not engaging in a specific task, and the central executive network (CEN), which is active when the brain is engaging in a task requiring attention. Previous work using Granger causality methods has shown that regions of the brain which respond to the degree of subjective salience of a stimulus, the salience network, are responsible for switching between the DMN and the CEN (Sridharan et al., 2008). In this work we apply DCM to ICA time courses representing these networks in resting state data. In order to test the repeatability of our work we applied this to two independent datasets. This work confirms that the salience network drives the switching between default mode and central executive networks and that our novel technique is repeatable.
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“The SN has been implicated in switching between these networks and in processing self-relevant emotional information (Goulden et al., 2014; Kaiser et al., 2015b).”
From Understanding and predicting future relapse in depression from resting state functional connectivity and self-referential processing (2023) · cites this paper as Goulden et al., 2014
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“Together, the VLPFC-anterior insula have been shown to form a fronto-insular functional node implicated in switching between salience and executive control networks (Goulden et al., 2014; Sridharan et al., 2008).”
From Neural correlates of emotion acceptance vs worry or suppression in generalized anxiety disorder (2017) · cites this paper as Goulden et al., 2014
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“This finding is interesting as it broadly fits into the social-detection network as defined by Nelson et al. (2005) and has also been implicated as a key region involved in salience monitoring (Goulden et al. , 2014).”
BackgroundKalsi, N., Altavilla, D., Tambelli, R., Aceto, P., Trentini, C., Di Giorgio, C., & Lai, C. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00927 · Cited by 26
“…cingulate and insula are involved in the Salience Network (Ham et al., 2013) which is responsible for switching between the default mode network (the network which is active during the rest when the brain is not engaged in a specific task) and the central executive network (Goulden et al., 2014).”
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“The aI was recently supposed to take a functional role, along with the anterior cingulate cortex, as a part of a ‘‘Salience Network” (Chen et al., 2016; Goulden et al., 2014; Menon, 2015; Menon & Uddin, 2010; Uddin, 2014).”
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“The insula, as a key component of the SN, is involved in regulating the balance between the DMN and the central executive network [42].”
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“The roles of the salience network in (a) conflict monitoring (49), (b) switching dynamic oscillations between the frontoparietal network (overlapping with the mirroring system) and the default-mode network (overlapping with the mentalizing system) during resting (66), and (c) representing signed prediction errors of r…”
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“…the detection of behaviorally salient events and has been implicated in dynamic switching between the DMN and the central executive network (Chen et al., 2013; Goulden et al., 2014; Jilka et al., 2014), which can be tracked by a physiological index of arousal (i.e., heart rate; Young et al., 2016).”
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“More recently, it has been suggested that the salience network modulates the switching between the DMN and the executive function network (Goulden et al., 2014), suggesting that the lower connectivity in FASD in both the salience and frontoparietal networks could be interrelated.”
Dotterer, H. L., Hyde, L. W., Shaw, D. S., Rodgers, E. L., Forbes, E. E., & Beltz, A. M. (2020) · NeuroImage Clinical · doi:10.1016/j.nicl.2020.102402 · Cited by 24
“A few studies have used a region of interest approach to examine connectivity among a priori, albeit differential, nodes within the DMN, SN, and CEN.”
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“Importantly, these network nodes are suggested to mediate regulation and differentiation between the frontoparietal, ventral attention, and default mode networks (Goulden et al., 2014; Menon & Uddin, 2010).”
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“High prevalence of VAN connectivity with DMN, DAN, and FPCN among the primary discriminative features is also consistent with the putative salience network function of switching between large-scale networks to facilitate access to attentional resources (Goulden et al., 2014; Menon and Uddin, 2010).”
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Evoked and intrinsic brain network dynamics in children with autism spectrum disorder
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“impaired ability to switch between these networks during stress (46).”
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“According to the third proposal, the right fronto-insular cortex also plays a critical role in switching between distinct brain states (Tang et al., 2012), particularly between the DAN and the DMN (Goulden et al., 2014; Sridharan et al., 2008).”
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“The insula is a key hub in the salience network (Goulden et al., 2014; Seeley et al., 2007; Uddin, 2014), and recent work using combined PET and fMRI methods has identified a link between mesolimbic dopamine systems and the salience network (McCutcheon et al., 2019b).”
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“…and impaired decision-making and planning[7, The insula cortex is a key hub of the salience network that mediates or switches between the extended ventromedial prefrontal cortex and dorsal prefrontal cortex/IFG system [65, 66], which possibly facilitates the transition from SI to attempt [7].”
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“switching between the DMN and CEN, thus, dynamically gates saliency allocation and behavioral response toward either internally or externally driven content (Sridharan et al., 2008; Menon and Uddin, 2010; Goulden et al., 2014).”
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“…detrimental effects on health (Umberson and Montez, 2010) and positive association with cellular aging (Uchino et al., 2012); an animal model suggested that when conflicts resulted in social defeat, individuals are prone for substance abuse and social emotional disorders (Hammels et al., 2015).”
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“…influential output hubs of the brain (Sridharan et al., 2008) because it is causally initiating the switching from the brain’s internal modus operandi to the external modus operandi vital for all successful goaldirected behavior (Sridharan et al., 2008; Menon and Uddin, 2010; Goulden et al., 2014).”
BackgroundADORA2A genotype modulates interoceptive and exteroceptive processing in a fronto-insular network
Geiger, M. J., Domschke, K., Homola, G. A., Schulz, S. M., Nowak, J., Akhrif, A., Pauli, P., Deckert, J., & Neufang, S. (2016) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2016.05.007 · Cited by 22
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“We selected the anterior insula as the seed region as this region has been identified as a key neural hub implicated in flexible switching between processing modes (external, goal directed processing via ECN; internally focused processing via the DMN, and salience processing via SN), representing an important componen…”
BackgroundMethodCaviezel, M. P., Reichert, C., Bahmani, D. S., Linnemann, C., Liechti, C., Bieri, O., Borgwardt, S., Leyhe, T., & Melcher, T. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.01002 · Cited by 21
“In a broader context, this supposed neural inhibition may be part of the functional interaction between the salience network (SAL) and the default mode network (DMN) of which the aIC and the PMR represent primary hubs, respectively (60, 61).”
BackgroundNeural connectivity biotypes: associations with internalizing problems throughout adolescence
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“Given the role of the CCN in executive control and the DMN in self-referential introspective processing (Barrett & Satpute, 2013; Buckner, AndrewsHanna, & Schacter, 2008), these two networks typically show negatively correlated activity (Goulden et al., 2014).”
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Healey, K., Fang, Z., Smith, A., Zemek, R., & Ledoux, A.-A. (2022) · NeuroImage: Clinical · doi:10.1016/j.nicl.2022.103211 · Cited by 19
Martin, U., Niemann, F., & Grön, G. (2022) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2022.1067968 · Cited by 19
“Given the right anterior insula’s role as a causal hub mediating engagement and disengagement of the CEN and DMN, respectively (Goulden et al., 2014; Menon, 2015; Chand and Dhamala, 2016; Krönke et al., 2020; Shaw et al., 2021; Molnar-Szakacs and Uddin, 2022), the relatively increased functional coupling during flow b…”
ResultEEG Evidence of Acute Stress Enhancing Inhibition Control by Increasing Attention
Yan, B., Wang, Y., Yang, Y., Wu, D., Sun, K., & Xiao, W. (2024) · Brain Sciences · doi:10.3390/brainsci14101013 · Cited by 20
The Motivation-Based Promotion of Proactive Control: The Role of Salience Network
Qiao, L., Xu, L., Che, X., Zhang, L., Li, Y., Xue, G., Li, H., & Chen, A. (2018) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2018.00328 · Cited by 21
Chen, C., Hsu, F., Li, C., & Huang, M. (2019) · Psychiatry Research Neuroimaging · doi:10.1016/j.pscychresns.2019.06.002 · Cited by 20
The pathoconnectivity network analysis of the insular cortex: A morphometric fingerprinting
Nani, A., Manuello, J., Mancuso, L., Liloia, D., Costa, T., Vercelli, A., Duca, S., & Cauda, F. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.117481 · Cited by 19
Orad, R. I., & Shiner, T. (2021) · Journal of Neurology · doi:10.1007/s00415-021-10402-2 · Cited by 19
Li, Y., Yang, L., Li, L., Xie, Y., & Fang, P. (2021) · Behavioural Brain Research · doi:10.1016/j.bbr.2021.113586 · Cited by 19
Structure and Dynamics of Large‐Scale Cognitive Networks in Huntington's Disease
Aracil‐Bolaños, I., Martínez‐Horta, S., Gónzalez‐de‐Echávarri, J. M., Sampedro, F., Pérez‐Pérez, J., Horta‐Barba, A., Campolongo, A., Izquierdo, C., Gómez‐Ansón, B., Pagonabarraga, J., et al. (2021) · Movement Disorders · doi:10.1002/mds.28839 · Cited by 18
“44 Second — and perhaps more important given its clinical repercussion — although patients with HD show a higher frequency of DMN-CEN connections, their variability seems to be decreased across different dynamic factors.”
Arzate-Mena, J. D., Abela, E., Olguín-Rodríguez, P. V., Ríos-Herrera, W. A., Alcauter, S., Schindler, K. A., Wiest, R., Müller, M., & Rummel, C. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2021.118763 · Cited by 19
Neural functional connectivity during rumination in individuals with adverse childhood experiences
Sokołowski, A., Kowalski, J., & Dragan, M. (2022) · European Journal of Psychotraumatology · doi:10.1080/20008198.2022.2057700 · Cited by 25
“between other large-scale networks (Goulden et al., 2014; Menon & Uddin, 2010), one interpretation of our results may be that ACEs are related to alterations in switching between intrinsic connectivity networks.”
BackgroundReviewing the neurobiology of electroconvulsive therapy on a micro- meso- and macro-level
Belge, J.-B., Mulders, P. C. R., van Diermen, L., Sienaert, P. A., Sabbe, B., Abbott, C., Tendolkar, I., Schrijvers, D. L., & van Eijndhoven, P. (2023) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2023.110809 · Cited by 21
Working memory performance in disordered gambling and gaming: A systematic review
Ngetich, R. K., Burleigh, T. L., Czakó, A., Vékony, T., Németh, D., & Demetrovics, Z. (2023) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2023.152408 · Cited by 25
Cona, G., Wiener, M., Allegrini, F., & Scarpazza, C. (2023) · Neuropsychology Review · doi:10.1007/s11065-023-09609-z · Cited by 20
“The salience network responds indeed to the degree of subjective salience, whether cognitive, emotional, or homeostatic (Goulden et al., 2014), and, based on such “salience,” this network drives the switching between the default mode network (DMN), which is active when the brain is not involved in…”
BackgroundThakuri, D. S., Bhattarai, P., Wong, D. F., & Chand, G. B. (2024) · Brain Connectivity · doi:10.1089/brain.2023.0054 · Cited by 22
“…we chose stochastic DCM due to the following reasons: first, to test whether SN-based controlling mechanisms in healthy controls replicate in this data set using stochastic DCM, similar to previous studies from our group (Chand et al., 2017a; Chand et al., 2017b) and others (Goulden et al., 2014).”
InfluentialBrain function associated with reaction time after sport-related concussion
Churchill, N. W., Hutchison, M. G., Graham, S. J., & Schweizer, T. A. (2020) · Brain Imaging and Behavior · doi:10.1007/s11682-020-00349-9 · Cited by 22
Resting state functional atlas and cerebral networks in mouse lemur primates at 11.7 Tesla
Garin, C. M., Nadkarni, N. A., Landeau, B., Chételat, G., Picq, J., Bougacha, S., & Dhénain, M. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.117589 · Cited by 19
Bruton, O. J. (2021) · Intelligence · doi:10.1016/j.intell.2021.101540 · Cited by 20
Pribut, H. J., Vázquez, D., Brockett, A. T., Wei, A. D., Tennyson, S. S., & Roesch, M. R. (2021) · Journal of Neuroscience · doi:10.1523/jneurosci.3025-20.2021 · Cited by 19
Geller, W. N., Liu, K., & Warren, S. L. (2021) · Psychiatry Research Neuroimaging · doi:10.1016/j.pscychresns.2021.111349 · Cited by 18
Dynamic lag analysis reveals atypical brain information flow in autism spectrum disorder
Raatikainen, V., Korhonen, V., Borchardt, V., Huotari, N., Helakari, H., Kananen, J., Raitamaa, L., Joskitt, L., Loukusa, S., Hurtig, T., et al. (2020) · Autism Research · doi:10.1002/aur.2218 · Cited by 19
“The salience network is thought to be involved in switching between the default mode network and central executive network [Goulden et al., 2014], and salience network dysfunction has been linked to autism [Uddin & Menon, 2009; Uddin et al.”
BackgroundJang, S. H., & Cho, M. J. (2022) · Medicine · doi:10.1097/md.0000000000031808 · Cited by 18
“[24,40,43] The salience network (SN), which connects the ventrolateral prefrontal cortex, anterior insula, and dorsal anterior cingulate cortex, is known to be involved in switching between the EXN and DMN.[24,42,43,46,54] In their review, Briand et al[24] have elaborated on the key brain areas and networks of conscio…”
Keatch, C., Lambert, É., Kameneva, T., & Woods, W. (2023) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2023.3297736 · Cited by 17
“poles, the putamen, thalamus and ventral striatum [44].”
BackgroundAge differences in the neural processing of semantics, within and beyond the core semantic network
Wu, W., & Hoffman, P. (2023) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2023.07.022 · Cited by 18
Ertl, N., Lawn, W., Mokrysz, C., Freeman, T. P., Alnagger, N., Borissova, A., Fernandez‐Vinson, N., Lees, R., Ofori, S., Petrilli, K., et al. (2023) · Journal of Psychopharmacology · doi:10.1177/02698811231189441 · Cited by 18
“The salience network (SN) is thought to be the mediator between these two networks as well as facilitating attention and detection of emotional and sensory stimuli (Goulden et al., 2014).”
BackgroundSilva-Passadouro, B., Tamasauskas, A., Khoja, O., Casson, A. J., Delis, I., Brown, C. A., & Sivan, M. (2024) · Clinical Neurophysiology · doi:10.1016/j.clinph.2024.04.019 · Cited by 17
Stimulant medications affect arousal and reward, not attention networks
Kay, B. P., Wheelock, M. D., Siegel, J. S., Raut, R. V., Chauvin, R. J., Metoki, A., Rajesh, A., Eck, A., Pollaro, J., Wang, A., et al. (2025) · Cell · doi:10.1016/j.cell.2025.11.039 · Cited by 25
Learning induces coordinated neuronal plasticity of metabolic demands and functional brain networks
Klug, S., Godbersen, G. M., Rischka, L., Wadsak, W., Pichler, V., Klöbl, M., Hacker, M., Lanzenberger, R. R., & Hahn, A. (2022) · Communications Biology · doi:10.1038/s42003-022-03362-4 · Cited by 21
“As part of the SN, the right anterior insula mediates switching between task-irrelevant networks and the activation of task-specific networks that convey externally oriented attention (Sridharan et al., 2008; Menon & Uddin, 2010; Goulden et al., 2014; Uddin, 2015).”
Chung, S. J., Kim, Y. J., Kim, Y. J., Lee, H. S., Jeong, S. H., Hong, J., Sohn, Y. H., Yun, M., Jeong, Y., & Lee, P. H. (2022) · Neurology · doi:10.1212/wnl.0000000000201269 · Cited by 17
“For example, the anterior cingulate cortex is a key component of the salience network that modulates the activation of the default mode network and central executive network.(46) The anterior portion of the putamen acts as an integrative hub through the convergence of multiple distal cortical inputs and seems to be as…”
Mao, L., Wu, Y., Xin, H., Li, P., Yuan, X., & Hu, M. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.03.052 · Cited by 18
Fedeli, D., Ciullo, G., Demichelis, G., Medina, J. P., Bruzzone, M. G., Ciusani, E., Erbetta, A., Ferraro, S., Grisoli, M., Guastafierro, E., et al. (2024) · The Journal of Headache and Pain · doi:10.1186/s10194-024-01803-5 · Cited by 17
“The SN drives the switching between DMN and FPN [21].”
BackgroundModerating Effects of Harm Avoidance on Resting-State Functional Connectivity of the Anterior Insula
Huggins, A. A., Belleau, E. L., Miskovich, T. A., Pedersen, W. S., & Larson, C. L. (2018) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2018.00447 · Cited by 17
“…extant literature suggests that the right anterior insula, in particular, is critical in switching between the DMN and CEN (Sridharan et al., 2008; Goulden et al., 2014), several studies have indicated left hemispheric effects related to trait and state anxiety (Dennis et al., 2011; Baur et al.,…”
BackgroundMethodResultInfluential
Metadata
- Authors
- Goulden, N., Khusnulina, A., Davis, N. J., Bracewell, R. M., Bokde, A. L., McNulty, J. P., & Mullins, P. G.
- Affiliations
- Bangor University (GB)
- Trinity College Dublin (IE)
- University College Dublin (IE)
- Corresponding author
- Goulden, Nia
- ORCID
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2014-10
- Volume
- 99
- Pages
- 180-190
- ISSN
- 1053-8119 (ISSN-L)
- OpenAlex
- W2066208486
- Cited by
- 810
- References
- 47
- Citations by year
- 2026: 65 · 2025: 101 · 2024: 83 · 2023: 85 · 2022: 79 · 2021: 112 · 2020: 67 · 2019: 58 · 2018: 62 · 2017: 34 · 2016: 37 · 2015: 20 · 2014: 6
- FWCI
- 18.03
- Type
- journal article
- Language
- en
- Open access
- green
- e-space.mmu.ac.uk
- Licence
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- e-space (Manchester Metropolitan University) (submittedVersion, other-oa)
- Funders
- European Regional Development Fund
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced Neuroimaging Techniques and Applications
- Keywords
- salience network, default mode network, frontoparietal network, network switching, dynamic causal modeling, independent component analysis, resting state, Granger causality, reproducibility, brain connectivity
- MeSH terms
- Adult, Bayes Theorem, Brain Mapping, Data Interpretation, Statistical, Female, Humans, Image Processing, Computer-Assisted, Magnetic Resonance Imaging, Male, Models, Neurological, Nerve Net, Rest, Stochastic Processes, Executive Function
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